A Survey of Task-Oriented Knowledge Graph Reasoning: Status, Applications, and Prospects
-
Updated
Mar 11, 2026
A Survey of Task-Oriented Knowledge Graph Reasoning: Status, Applications, and Prospects
[NLPCC 2023] Reasoning Through Memorization: Nearest Neighbor Knowledge Graph Embeddings with Language Models
This is the repository for the paper ‘A Survey of Inductive Reasoning for Large Language Models’ (ACL2026)
AKGR: Awesome Knowledge Graph Reasoning is a collection of knowledge graph reasoning works, including papers, codes and datasets
A blueprint for a synthetic mind. This AI strategist doesn't just reason; it proactively gathers real-time data and simulates future outcomes. Its cognitive architecture features a parallel Cognitive Loop with metacognition and focused attention, all defined in a symbolic, LLM-to-LLM protocol.
Kinship reasoning without a neural network: a sound, set-valued model that derives its rules from opaque symbols. CLUTRR, all six datasets.
This theory proposes a constructive framework that inductively compresses knowledge by abstracting patterns from minimal observations. It enables compact, generalized knowledge models adaptable across various contexts. 本理論は、最小限の観測からパターンを抽出し、知識を帰納的に圧縮する構成的枠組みを提案します。多様な文脈に適応可能な、汎用性の高い知識モデルの構築を可能にします。
Galilean-Aristotelian Sampling Observational Inductive Reasoning Engine (OIRE v3.0) — the Galilean-Keplerian epistemic machine recovered as executable code. 66 tests green. Author: Michael Forsythe Robinson (ORCID 0009-0002-8487-759X)
ORACLE — a terminal game about discovering the rules by playing against them. The monolith answers RESONANT or SILENT. Nothing else.
An interactive web app to solve abstract reasoning and shape matrix puzzles from corporate aptitude tests.
Hybrid Reasoning Policy Optimization (HRPO): a research prototype for hybrid latent reasoning with RL.
To associate your repository with the inductive-reasoning topic, visit your repo's landing page and select "manage topics."